Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Chongqing Institute of Technology(Natural Science)》 2009-09
Add to Favorite Get Latest Update

Application of Gobor Wavelet and SLLE in Face Recognition

LI Jian-wei,FAN Chao(Key Lab.of Opto-Electronic Technique of State Education Ministry,Chongqing University,Chongqing 400030,China)  
In order to improve the recognition rate of face recognition algorithm,this paper presents a new algorithm of face recognition based on Gabor wavelet transform and Supervised Locally Linear Embedding(SLLE).First of all,Gabor wavelet is introduced as a method to extract Gabor magnitude features by convolving the normalized face image with multi-scale and multi-orientation Gabor filters.In the feature extraction module,the dimension of Gabor features are reduced by Supervised Locally Linear Embedding(SLLE).Finally,a minimum-distance classifier is trained for classification.The result of experiment on the ORL and YALE face database shows a 3.5 %~37.8% increase in recognition rate compared to others.The proposed algorithm improves face recognition performance effectively.
【Fund】: 重庆市自然科学基金资助项目(CSTC 2008BB2160)
【CateGory Index】: TP391.41
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【Citations】
Chinese Journal Full-text Database 3 Hits
1 LI Fen-lan1,2,TANG Wen-yan1,DUAN Hai-feng2,HAO Jian-guo2 (1.College of Electric Engineering and Automation,Harbin Institute of Technology,Harbin 150001,China;2.Beijing Time Group Inc.,Beijing 100085,China);Application of fractional power polynomial kernel function to kernel direct discriminant analysis[J];Optics and Precision Engineering;2007-09
2 ZHAO Ming-hua1,LI Peng1,LIU Zhi-fang2 ( 1. School of Computer Science and Enigeering, Xi’an University of Technology, Xi’an 710048, China; 2. Institute of Image & Graphic, Sichuan University, Chengdu 610064, China );Face Recognition Based on Two Subspaces Linear Discriminant Analysis[J];Opto-Electronic Engineering;2008-09
3 (Hunan University of Art and Science, Department of Com- puter Science, Changde Hunan 415000, China)Zhou Huican Liu Qiong (Hunan University, College of Electrical and Information En- gineering, Changsha Hunan 410082, China)Wang Yao-nan;Extract Gabor Features Based on Fisher’s Discriminant[J];;2007-06
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 WU Wei,YANG Xiao-min,CHEN Mo,HE Xiao-hai,ZHENG Lixian (College of Electronics and Information Engineering,Sichuan University,Chengdu 610064,China);Novel method of face hallucination[J];Optics and Precision Engineering;2008-05
2 Li Wei-hong,Gong Wei-guo,Yang Li-ping,Gu Xiao-hua(Key Laboratory of Opto-electronic Technology & System of the Ministry of Education,Chongqing University,Chongqing 400044,China);SVM generalization error estimation for facial feature selection[J];Optics and Precision Engineering;2008-08
3 GONG Wei-guo,YANG Li-ping,GU Xiao-hua,LI Wei-hong(Key Laboratory of Opto-electronic Technology and System of the Ministry of Education,Chongqing University,Chongqing 400030,China);Illumination compensation based on multi-level wavelet decomposition for face recognition[J];Optics and Precision Engineering;2008-08
4 YANG Li-ping,GONG Wei-guo,LI Wei-hong,GU Xiao-hua(Key Laboratory of Opto-electronic Technology and System of the Ministry of Education,Chongqing University,Chongqing 400030,China);Random sampling subspace locality preserving projection for face recognition[J];Optics and Precision Engineering;2008-08
5 HUANG Hong,LI Jian-wei,FENG Hai-liang(Key Laboratory of Opto-electronic Technology & System of the Ministry of Education, Chongqing University,Chongqing 400030,China);Facial expression recognition based on supervised kernel local linear embedding[J];Optics and Precision Engineering;2008-08
6 FENG Hai-liang,LI Jian-wei,HUANG Hong(Key Laboratory on Opto-electronic Technique of the Ministry of Education, Chongqing University,Chongqing 400030,China);An improved self-organized LLE algorithm for face recognition[J];Optics and Precision Engineering;2008-09
7 HUANG Hong1,LI Jian-wei1,2,FENG Hai-liang1(1.Key Laboratory of Opto-electronic Technique of the Ministry of Education, Chongqing University, Chongqing 400030, China;2.Professor Mobile Station,Chongqing Institute of Technology,Chongqing 400050,China);Fusion of local and globle structures for manifold learning[J];Optics and Precision Engineering;2009-03
8 YANG Xiao-min, WU Wei, HE Xiao-hai, CHEN Mo (College of Electronics and Information Engineering, Sichuan University, Chengdu 610064,China);Realization of handwritten numeral character recognition by supervised locally linear embedding[J];Optics and Precision Engineering;2009-03
9 LI Jian-wei,FAN Chao,Wang Wei(Key Laboratory of Opto-electronic Technology & Systems ,Ministry of Education,Chongqing University,Chongqing 400044, P.R. China);Application of Gobor wavelet and SLLE in face recognition[J];Journal of Chongqing University;2010-02
10 (School of Computer Science and Technology,Chongqing U-niversity of Posts and Telecommunications,Chongqing,China,400065)HE Kun(School of Computer and Information,Chongqing Jiaotong University,Chongqing,China,400074)ZHU Zhen-guo;A Rough Set-based Automatic Facial Emotion Recognition System[J];Microcomputer Information;2008-22
【Secondary Citations】
Chinese Journal Full-text Database 6 Hits
1 LI Fen-lan,XU Ke-xin(State Key Laboratory of Precision Measuring Technology and Instruments,Tianjin University,Tianjin 300072,China);An algorithm applied in frontal-view face images for automatically localizing eyes[J];Optics and Precision Engineering;2006-02
2 LIN Yu-chi~1,CUI Yan-ping~(1,2),HUANG Yin-guo~1(1.State Key Laboratory of Precision Measuring Technology and Instrument,Tianjin University,Tianjin 300072,China;2.School of Mechanical and Electronic Engineering,Hebei University of Science and Technology,Shijiazhuang 050054,China);Study on edge detection and target recognition in complex background[J];Optics and Precision Engineering;2006-03
3 WANG Yuan-yuan,SUN Zhi-Min,CAI Zheng (Department of Electron Engineering,Fudan University,Shanghai 200433,China);Estimation of PSF of image system using modified SVD method[J];Optics and Precision Engineering;2006-03
4 LUO Hao, MENG Chuan-liang (College of Computer Science and Information Technology, GUT, Guiyang 550003, China);A Combination of Eigenface Recognition and LDA Algorithm for Recognition of Human Face Images[J];Journal of Guizhou University of Technology(Natural Science Edition);2005-01
5 CHEN Gang and QI Fei Hu(Department of Computer Science and Engineering, Shanghai Jiaotong University, Shanghai 200030);AN EIGENFACE ALGORITHM IN HUMAN FACE RECOGNITION SYSTEM[J];Journal of Computer Research and Development;2001-02
6 (Information Eng. School, Univ. of Science and Technology Beijing 100083) Zhu,Hui Yang,Yang Xie,Bin Feng,Jun;Small-set Off-line Handwritten Chinese Characters Recognition Based on Support Vector Machine[J];Control & Automation;2004-04
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved